A REVISED MODIFIED PARALLEL ANALYSIS FOR THE CONSTRUCTION OF UNIDIMENSIONAL ITEM POOLS

Citation
Dv. Budescu et al., A REVISED MODIFIED PARALLEL ANALYSIS FOR THE CONSTRUCTION OF UNIDIMENSIONAL ITEM POOLS, Applied psychological measurement, 21(3), 1997, pp. 233-252
Citations number
49
Categorie Soggetti
Psychologym Experimental","Social Sciences, Mathematical Methods
ISSN journal
01466216
Volume
21
Issue
3
Year of publication
1997
Pages
233 - 252
Database
ISI
SICI code
0146-6216(1997)21:3<233:ARMPAF>2.0.ZU;2-J
Abstract
Modified parallel analysis (MPA) is a heuristic method for assessing ' 'approximate unidimensionality'' of item poors. It compares the second eigenvalue of the observed correlation matrix with the corresponding eigenvalue extracted from a ''parallel'' matrix generated by a unidime nsional and locally independent model. Revised MPA (RMPA) generalizes MPA and alleviates some of its technical limitations. RMPA includes an important and useful feature for eliminating items that violate the t est's unidimensionality. This is achieved by eliminating items, one at a time, to determine their contribution to the matrices' eigenvalues. A test for detecting items with large impact in the observed dataset and then eliminating them is proposed. The new method was tested in se veral simulations in which unidimensional item pools were ''contaminat ed'' by various proportions of items from a secondary pool. The result s indicate that RMPA does an excellent job of detecting low (10%) and moderate (25%) levels of contamination, but fails in cases of maximal (50%) contamination.